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Collect Point-in-Time Data

scripts/data_collector/pit/README.md

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Collect Point-in-Time Data

Please pay ATTENTION that the data is collected from baostock and the data might not be perfect. We recommend users to prepare their own data if they have high-quality dataset. For more information, users can refer to the related document

Requirements

bash
pip install -r requirements.txt

Collector Data

Download Quarterly CN Data

bash
cd qlib/scripts/data_collector/pit/
# download from baostock.com
python collector.py download_data --source_dir ~/.qlib/stock_data/source/pit --start 2000-01-01 --end 2020-01-01 --interval quarterly

Downloading all data from the stock is very time-consuming. If you just want to run a quick test on a few stocks, you can run the command below

bash
python collector.py download_data --source_dir ~/.qlib/stock_data/source/pit --start 2000-01-01 --end 2020-01-01 --interval quarterly --symbol_regex "^(600519|000725).*"

Normalize Data

bash
python collector.py normalize_data --interval quarterly --source_dir ~/.qlib/stock_data/source/pit --normalize_dir ~/.qlib/stock_data/source/pit_normalized

Dump Data into PIT Format

bash
cd qlib/scripts
python dump_pit.py dump --data_path ~/.qlib/stock_data/source/pit_normalized --qlib_dir ~/.qlib/qlib_data/cn_data --interval quarterly